Dave Collins (Shareware Promotions) wrote great series of articles about importance of log analysis. He also emphasizes and explains key metrics that every webmaster should be aware of, and suggests several software solutions.

It’s a great resource, even for experienced webmasters.

“A company’s web server logs are one of the most important and often-neglected sources of information at their disposal.”